Period
to 28 July 2021

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for ETL skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited ETL over the 6 months to 28 July 2021 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
UK > England
6 months to
28 Jul 2021
Same period 2020 Same period 2019
Rank 120 114 135
Rank change year-on-year -6 +21 +3
Permanent jobs citing ETL 2,890 1,846 3,542
As % of all permanent jobs advertised in England 2.89% 2.88% 2.66%
As % of the Processes & Methodologies category 3.07% 3.11% 2.87%
Number of salaries quoted 2,289 1,328 2,984
10th Percentile £36,250 £36,250 £35,900
25th Percentile £45,000 £42,500 £42,500
Median annual salary (50th Percentile) £57,500 £57,500 £55,000
Median % change year-on-year - +4.55% +4.76%
75th Percentile £75,000 £75,000 £71,250
90th Percentile £87,500 £90,000 £83,750
UK median annual salary £57,500 £55,000 £52,500
% change year-on-year +4.55% +4.76% -

ETL is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 93,985 59,446 123,372
As % of all permanent IT jobs advertised in England 93.96% 92.90% 92.68%
Number of salaries quoted 64,867 48,681 99,285
10th Percentile £32,626 £32,500 £30,000
25th Percentile £42,500 £41,250 £38,500
Median annual salary (50th Percentile) £57,500 £55,000 £52,500
Median % change year-on-year +4.55% +4.76% +5.00%
75th Percentile £76,250 £75,000 £71,250
90th Percentile £93,750 £91,250 £87,500
UK median annual salary £55,000 £55,000 £52,500
% change year-on-year - +4.76% +5.00%

ETL
Job Vacancy Trend in England

Job postings citing ETL as a proportion of all IT jobs advertised in England.

Job vacancy trend for ETL in England

ETL
Salary Trend in England

3-month moving average salary quoted in jobs citing ETL in England.

Salary trend for ETL in England

ETL
Salary Histogram in England

Salary distribution for jobs citing ETL in England over the 6 months to 28 July 2021.

Salary histogram for ETL in England

ETL
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the England region over the 6 months to 28 July 2021. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London -9 1,528 £65,000 -3.70% 221
North of England +24 413 £46,500 -7.00% 67
South East -59 288 £55,000 +4.76% 62
Midlands +9 281 £47,500 -5.00% 63
North West +5 205 £50,000 - 43
West Midlands -8 194 £47,500 -8.21% 39
South West +14 188 £46,250 +5.11% 25
Yorkshire +17 171 £45,000 -14.29% 17
East of England -28 121 £67,500 +12.50% 22
East Midlands +5 87 £41,250 -10.33% 23
North East +5 37 £40,500 +3.85% 7
ETL
UK

For the 6 months to 28 July 2021, IT jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the England region with a requirement for ETL.

1 1,914 (66.23%) SQL
2 1,460 (50.52%) Business Intelligence
3 1,358 (46.99%) Data Warehouse
4 1,131 (39.13%) Azure
5 1,084 (37.51%) Analytics
6 1,073 (37.13%) Python
7 936 (32.39%) AWS
8 931 (32.21%) Power Platform
9 916 (31.70%) Power BI
10 811 (28.06%) SQL Server Integration Services
11 779 (26.96%) SQL Server
12 770 (26.64%) Agile Software Development
13 742 (25.67%) Data Modelling
14 677 (23.43%) Microsoft
15 643 (22.25%) Social Skills
16 586 (20.28%) Big Data
17 571 (19.76%) Finance
18 553 (19.13%) Data Pipeline
19 542 (18.75%) Data Engineering
20 507 (17.54%) Visualisation
21 506 (17.51%) SQL Server Reporting Services
22 490 (16.96%) GCP
23 485 (16.78%) Data Science
24 431 (14.91%) Analytical Skills
25 428 (14.81%) T-SQL
26 414 (14.33%) Data Lake
27 413 (14.29%) Tableau
28 405 (14.01%) DevOps
29 388 (13.43%) SQL Server Analysis Services
30 378 (13.08%) Problem-Solving

ETL
Co-occurring IT Skills in England by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 365 (12.63%) Apache Spark
2 208 (7.20%) Apache Airflow
3 114 (3.94%) Apache
4 83 (2.87%) SharePoint
5 59 (2.04%) Confluence
5 59 (2.04%) Elasticsearch
6 53 (1.83%) Luigi
7 31 (1.07%) WebLogic
8 26 (0.90%) SAS
9 23 (0.80%) Apache Pig
10 21 (0.73%) Oracle Service Bus
11 20 (0.69%) Oracle Application Server
12 9 (0.31%) IIS
12 9 (0.31%) Jupyter
12 9 (0.31%) NServiceBus
13 7 (0.24%) Tomcat
14 6 (0.21%) Apache Synapse
14 6 (0.21%) Appian
14 6 (0.21%) JBoss
15 5 (0.17%) Liferay
Applications
1 238 (8.24%) Microsoft Excel
2 76 (2.63%) Microsoft Office
3 20 (0.69%) MS Visio
4 12 (0.42%) Microsoft PowerPoint
4 12 (0.42%) Microsoft Project
5 7 (0.24%) Chatbot
6 5 (0.17%) Spreadsheet
7 4 (0.14%) Figma
7 4 (0.14%) InfoPath
8 3 (0.10%) SPSS
Business Applications
1 27 (0.93%) Dynamics CRM
2 21 (0.73%) FastStats
3 19 (0.66%) Dynamics AX
4 15 (0.52%) IBM Planning Analytics
5 14 (0.48%) Oracle EBS
6 12 (0.42%) Oracle ERP
7 9 (0.31%) NetSuite
8 8 (0.28%) SAP S/4HANA
9 5 (0.17%) Adobe Campaign
9 5 (0.17%) Dynamics NAV
9 5 (0.17%) FastStats PeopleStage
10 4 (0.14%) OPENHousing
10 4 (0.14%) Oracle Financials
11 3 (0.10%) Oracle Procure-to-Pay
11 3 (0.10%) Sentinel
12 2 (0.069%) SAP BPC
12 2 (0.069%) SAP ERP
12 2 (0.069%) SAP Oil and Gas
12 2 (0.069%) Shopify
12 2 (0.069%) Workday HCM
Cloud Services
1 1,131 (39.13%) Azure
2 936 (32.39%) AWS
3 931 (32.21%) Power Platform
4 490 (16.96%) GCP
5 338 (11.70%) Snowflake
6 285 (9.86%) Azure Data Factory
7 160 (5.54%) Serverless
8 142 (4.91%) SaaS
9 128 (4.43%) Amazon S3
10 121 (4.19%) Azure Synapse Analytics
11 114 (3.94%) Amazon EMR
12 96 (3.32%) AWS Lambda
13 86 (2.98%) PaaS
14 76 (2.63%) Amazon Kinesis
15 70 (2.42%) IBM Cloud
16 67 (2.32%) AWS CloudFormation
16 67 (2.32%) Microsoft 365
17 64 (2.21%) Dynamics 365
18 59 (2.04%) dbt
19 55 (1.90%) Matillion
Communications & Networking
1 32 (1.11%) Internet
2 29 (1.00%) HTTP
3 21 (0.73%) FTP
4 18 (0.62%) SSL
5 16 (0.55%) VPN
6 11 (0.38%) Extranet
6 11 (0.38%) Intranet
7 6 (0.21%) SSH
8 5 (0.17%) DNS
8 5 (0.17%) Firewall
8 5 (0.17%) LAN
9 4 (0.14%) Broadband
9 4 (0.14%) DSL
9 4 (0.14%) WAN
10 3 (0.10%) PuTTY
10 3 (0.10%) SMTP
10 3 (0.10%) TCP/IP
10 3 (0.10%) WinSCP
11 2 (0.069%) Cisco IPT
11 2 (0.069%) SMS
Database & Business Intelligence
1 1,358 (46.99%) Data Warehouse
2 916 (31.70%) Power BI
3 811 (28.06%) SQL Server Integration Services
4 779 (26.96%) SQL Server
5 586 (20.28%) Big Data
6 506 (17.51%) SQL Server Reporting Services
7 414 (14.33%) Data Lake
8 413 (14.29%) Tableau
9 388 (13.43%) SQL Server Analysis Services
10 319 (11.04%) Hadoop
11 300 (10.38%) NoSQL
12 289 (10.00%) Amazon Redshift
13 281 (9.72%) Relational Database
14 157 (5.43%) PostgreSQL
15 145 (5.02%) Azure SQL Database
16 135 (4.67%) BigQuery
17 126 (4.36%) MySQL
18 125 (4.33%) Amazon Athena
19 115 (3.98%) Metadata
20 112 (3.88%) Data Mining
Development Applications
1 220 (7.61%) Git (software)
2 143 (4.95%) Jenkins
3 132 (4.57%) JIRA
4 73 (2.53%) Atlassian Bamboo
5 70 (2.42%) Vagrant
6 69 (2.39%) Visual Studio
7 53 (1.83%) Oracle APEX
8 39 (1.35%) SQL Server Management Studio (SSMS)
9 35 (1.21%) Team Foundation Server
10 34 (1.18%) Bitbucket
11 24 (0.83%) ERwin
12 22 (0.76%) Selenium
13 21 (0.73%) Toad
14 18 (0.62%) GitLab
15 16 (0.55%) TeamCity
15 16 (0.55%) webpack
16 15 (0.52%) JUnit
16 15 (0.52%) Mockito
16 15 (0.52%) Octopus Deploy
16 15 (0.52%) SonarQube
General
1 643 (22.25%) Social Skills
2 571 (19.76%) Finance
3 431 (14.91%) Analytical Skills
4 121 (4.19%) Marketing
5 102 (3.53%) Retail
6 85 (2.94%) Banking
7 56 (1.94%) Advertising
8 49 (1.70%) Manufacturing
9 48 (1.66%) Law
10 47 (1.63%) Presentation Skills
11 42 (1.45%) Public Sector
11 42 (1.45%) Telecoms
12 34 (1.18%) Organisational Skills
13 33 (1.14%) Publishing
14 28 (0.97%) Inclusion and Diversity
14 28 (0.97%) Influencing Skills
14 28 (0.97%) Legal
15 23 (0.80%) Games
16 22 (0.76%) Pharmaceutical
17 21 (0.73%) Automotive
Job Titles
1 817 (28.27%) Data Engineer
2 796 (27.54%) Developer
3 369 (12.77%) Analyst
4 342 (11.83%) Business Intelligence Developer
5 270 (9.34%) Architect
6 193 (6.68%) Data Analyst
7 184 (6.37%) Data Architect
8 172 (5.95%) SQL Developer
9 142 (4.91%) Senior Data Engineer
10 131 (4.53%) ETL Developer
11 116 (4.01%) Azure Engineer
12 106 (3.67%) Senior Developer
13 100 (3.46%) Consultant
14 98 (3.39%) DBA
15 88 (3.04%) AWS Engineer
15 88 (3.04%) Business Intelligence Analyst
16 81 (2.80%) Python Engineer
17 78 (2.70%) Software Engineer
18 77 (2.66%) Power BI Developer
19 73 (2.53%) SQL Analyst
Libraries, Frameworks & Software Standards
1 280 (9.69%) Kafka
2 238 (8.24%) .NET
3 132 (4.57%) JSON
4 129 (4.46%) REST
5 114 (3.94%) XML
6 113 (3.91%) Web Services
7 93 (3.22%) Spark Streaming
8 79 (2.73%) PySpark
9 77 (2.66%) Node.js
10 70 (2.42%) RESTful
11 61 (2.11%) React
12 57 (1.97%) HTML
13 56 (1.94%) MDX
14 55 (1.90%) .NET Core
15 52 (1.80%) Middleware
16 49 (1.70%) Apache Beam
17 44 (1.52%) Oracle GoldenGate
18 40 (1.38%) AngularJS
19 38 (1.31%) ASP.NET
20 36 (1.25%) CSS
Miscellaneous
1 143 (4.95%) Data Structures
2 85 (2.94%) Management Information System
3 79 (2.73%) Hybrid Cloud
4 78 (2.70%) Greenfield Project
5 63 (2.18%) Cloud Native
6 59 (2.04%) User Experience
7 51 (1.76%) Public Cloud
8 47 (1.63%) Algorithms
9 46 (1.59%) Legacy Systems
10 40 (1.38%) Life Science
11 39 (1.35%) Clustering
12 34 (1.18%) Enterprise Software
13 33 (1.14%) Self-Motivation
14 27 (0.93%) Virtual Team
15 26 (0.90%) Analytical Mindset
16 23 (0.80%) Acoustics
17 22 (0.76%) Hedge funds
17 22 (0.76%) Reference Data
18 21 (0.73%) Equities
18 21 (0.73%) Video Conferencing
Operating Systems
1 114 (3.94%) Linux
2 60 (2.08%) Unix
3 57 (1.97%) Windows
4 29 (1.00%) Solaris
5 9 (0.31%) Android
5 9 (0.31%) Apple iOS
6 8 (0.28%) Windows Server
7 6 (0.21%) SUSE
7 6 (0.21%) Windows 10
8 5 (0.17%) Red Hat Enterprise Linux
9 2 (0.069%) Amazon Linux
9 2 (0.069%) CentOS
10 1 (0.035%) AIX
10 1 (0.035%) Ubuntu
10 1 (0.035%) Windows Server 2012
Processes & Methodologies
1 1,460 (50.52%) Business Intelligence
2 1,084 (37.51%) Analytics
3 770 (26.64%) Agile Software Development
4 742 (25.67%) Data Modelling
5 553 (19.13%) Data Pipeline
6 542 (18.75%) Data Engineering
7 507 (17.54%) Visualisation
8 485 (16.78%) Data Science
9 405 (14.01%) DevOps
10 378 (13.08%) Problem-Solving
11 348 (12.04%) Migration
12 339 (11.73%) Data Architecture
13 314 (10.87%) Data Management
14 298 (10.31%) Software Engineering
15 288 (9.97%) Artificial Intelligence
16 270 (9.34%) Data Analytics
17 266 (9.20%) Data Visualisation
18 262 (9.07%) Data Analysis
19 254 (8.79%) Machine Learning
20 237 (8.20%) Data Integration
Programming Languages
1 1,914 (66.23%) SQL
2 1,073 (37.13%) Python
3 428 (14.81%) T-SQL
4 346 (11.97%) Java
5 299 (10.35%) C#
6 161 (5.57%) R
7 141 (4.88%) PowerShell
8 137 (4.74%) Scala
9 125 (4.33%) Data Analysis Expressions (DAX)
10 124 (4.29%) JavaScript
11 115 (3.98%) PL/SQL
12 52 (1.80%) Shell Script
13 49 (1.70%) VBA
14 48 (1.66%) C++
15 43 (1.49%) Bash Shell
16 41 (1.42%) C
17 38 (1.31%) Go
18 37 (1.28%) TypeScript
19 30 (1.04%) PHP
20 22 (0.76%) Ruby
Qualifications
1 223 (7.72%) Degree
2 99 (3.43%) Security Cleared
3 68 (2.35%) Computer Science Degree
4 55 (1.90%) SC Cleared
5 28 (0.97%) Microsoft Certification
6 21 (0.73%) ISEB
7 20 (0.69%) Numerate Degree
8 19 (0.66%) ISTQB
9 17 (0.59%) DV Cleared
10 12 (0.42%) Master's Degree
10 12 (0.42%) TOGAF Certification
11 11 (0.38%) BPSS Clearance
11 11 (0.38%) Oracle Certification
12 8 (0.28%) ISTQB Foundation Certification
13 7 (0.24%) AWS Certification
14 6 (0.21%) Cisco Certification
15 4 (0.14%) CCNA
15 4 (0.14%) HND
16 3 (0.10%) MCSE
16 3 (0.10%) PhD
Quality Assurance & Compliance
1 249 (8.62%) Data Quality
2 118 (4.08%) GDPR
3 92 (3.18%) QA
4 35 (1.21%) SLA
5 24 (0.83%) Accessibility
6 7 (0.24%) GxP
7 6 (0.21%) GRC
8 2 (0.069%) Actionable Recommendations
8 2 (0.069%) HL7
8 2 (0.069%) ISO/IEC 27001
8 2 (0.069%) PCI DSS
8 2 (0.069%) PMO
8 2 (0.069%) SOC 2
8 2 (0.069%) Solvency II
9 1 (0.035%) ITGC
9 1 (0.035%) NCSC
9 1 (0.035%) Sarbanes-Oxley
System Software
1 344 (11.90%) Docker
2 70 (2.42%) VirtualBox
3 28 (0.97%) Active Directory
4 27 (0.93%) HDFS
5 16 (0.55%) Virtual Machines
6 13 (0.45%) Apache Flume
6 13 (0.45%) VMware Infrastructure
7 11 (0.38%) Apache ZooKeeper
8 6 (0.21%) Hyper-V
9 4 (0.14%) Oracle RAC
9 4 (0.14%) vSphere
10 2 (0.069%) Virtual Servers
Systems Management
1 314 (10.87%) Kubernetes
2 156 (5.40%) Terraform
3 118 (4.08%) Ansible
4 70 (2.42%) Docker Swarm
5 20 (0.69%) Single Sign-On
6 16 (0.55%) Kibana
7 13 (0.45%) Hadoop YARN
8 12 (0.42%) Grafana
8 12 (0.42%) logstash
9 10 (0.35%) HP ALM
10 9 (0.31%) Puppet
11 8 (0.28%) HP Quality Center
12 6 (0.21%) Argo
12 6 (0.21%) Oozie
12 6 (0.21%) Opscode Chef
12 6 (0.21%) Oracle Enterprise Manager
12 6 (0.21%) Packer
13 5 (0.17%) Istio
14 4 (0.14%) Data Guard
14 4 (0.14%) Microsoft Intune
Vendors
1 677 (23.43%) Microsoft
2 309 (10.69%) Google
3 289 (10.00%) Oracle
4 233 (8.06%) Databricks
5 224 (7.75%) Informatica
6 188 (6.51%) Talend
7 139 (4.81%) Salesforce.com
8 126 (4.36%) IBM
9 107 (3.70%) SAP
10 104 (3.60%) Cloudera
11 86 (2.98%) Hortonworks
12 74 (2.56%) Alteryx
13 35 (1.21%) Cognos
14 31 (1.07%) Ab Initio
15 27 (0.93%) Salesforce Marketing Cloud
16 25 (0.87%) Adobe
17 24 (0.83%) SnapLogic
18 23 (0.80%) Teradata
19 21 (0.73%) Splunk
20 20 (0.69%) Apteco